Research on Defect Detection of Bare Film in Landfills Based on a Temperature Spectrum Model
Source abstract
Abstract
Due to the construction damage of high-density polyethylene film (HDPE) during the early stages of landfill construction and missed or faulty welding, this paper proposes a method based on the synchronous characteristic temperature differences between defective and intact areas of HDPE film. An image feature-edge-picking algorithm was used to detect various defects. First, under the action of a continuous heat source, infrared images of different types of defects on the surface of HDPE films were collected, and we recorded the temperature of different areas on the film surface. We also analyzed the changes in the temperatures of the complete and defect areas over time and extracted the temperature characteristic curves. Second, the contour characteristics of hidden defects in the weld area were analyzed. The image with the most substantial temperature difference resolution was selected and preliminary noise reduction was performed. Further enhancement of the edges was carried out using the guided image-filtering (GIF) algorithm, which was improved by using the edge-aware weighting in weighted guided image filtering (WGIF) and the weighted aggregation mechanism in weighted aggregated guided image filtering (WAGIF). Finally, the Canny operator was used to detect the edges of the processed images to recognize the contour of the welding defect. The best pixel image was extracted, the pixel comparison relationship was used to quantitatively detect the defect size of the HDPE film and the error between the image defect size and the actual size was analyzed. The experimental results show that the model could identify the surface defects on HDPE film during construction and could obtain the approximate outline and size of the hidden defects in the welding area.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Industrial Vision Systems and Defect Detection · Ultrasonics and Acoustic Wave Propagation · Infrastructure Maintenance and Monitoring
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
School of Mechanical and Equipment Engineering, Hebei University of Engineering, Handan 056038, China
Key Laboratory of Intelligent Industrial Equipment Technology of Hebei Province, Hebei University of Engineering, Handan 056038, China
Funding
Science Research Project of Hebei Education Department
References (32)
Show source-provided references
1. Using Stress Wave Technology for Leakage Detection in a Landfill Impervious Layer10.1007/s11356-019-06379-1 ↗
2. Principles for a sustainable circular economy10.1016/j.spc.2021.02.018 ↗
3. An Insight into Waste Management in Australia with a Focus on Landfill Technology and Liner Leak Detection10.1016/j.jclepro.2019.03.320 ↗
4. Understanding Synergies and Trade-Offs between Water and Energy Production at Landfill Sites10.1016/j.scitotenv.2019.06.075 ↗
5. Evolution of Geomembrane Degradation and Defects in a Landfill: Impacts on Long-Term Leachate Leakage and Groundwater Quality10.1016/j.jclepro.2019.03.200 ↗
6. Morphology and Properties of Nanocomposites Based on HDPE/HDPE-g-MA Blends10.1016/j.polymer.2009.12.047 ↗
7. Long-term performance of a HDPE geomembrane stabilized with HALS in chlorinated water10.1016/j.geotexmem.2019.103497 ↗
8. Effect of leachate composition on the long-term performance of a HDPE geomembrane10.1016/j.geotexmem.2014.06.001 ↗
9. Environmental toxicity and decomposition of polyethylene10.1016/j.ecoenv.2022.113933 ↗
10. Friction Stir Welding/Processing of Polymers and Polymer Matrix Composites10.1016/j.compositesa.2017.12.005 ↗
11. Destructive Testing of Polyethylene Geomembrane Seams: Various Methods to Evaluate Seam Strength10.1016/0266-1144(90)90031-7 ↗
12. Use of electrical tomography methods to determinate the extension and main migration routes of uncontrolled landfill leachates in fractured areas10.1016/j.scitotenv.2014.11.068 ↗
13. Controlling Leakage through Installed Geomembranes Using Electrical Leak Location10.1016/j.geotexmem.2019.103501 ↗
14. Ultrasonic monitoring method of anti-seepage layer
15. The technology of composite patches and their structural reliability inspection using infrared imaging10.1016/S0376-0421(03)00002-2 ↗
16. Hassani, S., and Dackermann, U. (2023). A Systematic Review of Advanced Sensor Technologies for Non-Destructive Testing and Structural Health Monitoring. Sensors, 23.10.3390/s23042204 ↗
17. Qu, Z., Jiang, P., and Zhang, W. (2020). Development and Application of Infrared Thermography Non-Destructive Testing Techniques. Sensors, 20.10.3390/s20143851 ↗
18. Ma, Y., Rose, F., Wong, L., Vien, B.S., Kuen, T., Rajic, N., Kodikara, J., and Chiu, W. (2021). Detection of Defects in Geomembranes Using Quasi-Active Infrared Thermography. Sensors, 21.10.3390/s21165365 ↗
19. Defects’ Geometric Feature Recognition Based on Infrared Image Edge Detection10.1016/j.infrared.2014.07.024 ↗
20. A Visual Weld Edge Recognition Method Based on Light and Shadow Feature Construction Using Directional Lighting10.1016/j.jmapro.2016.07.002 ↗
21. Automatic Defect Identification Technology of Digital Image of Pipeline Weld10.1016/j.ngib.2019.01.016 ↗
22. Salient Contour Extraction from Complex Natural Scene in Night Vision Image10.1016/j.infrared.2013.12.021 ↗
23. Automatic Extraction of Face Contours in Images and Videos10.1016/j.future.2010.11.008 ↗
24. Guided Filter and Adaptive Learning Rate Based Non-Uniformity Correction Algorithm for Infrared Focal Plane Array10.1016/j.infrared.2016.04.037 ↗
25. A Novel High Dynamic Range Image Enhancement Algorithm Based on Guided Image Filter10.1016/j.ijleo.2015.08.057 ↗
26. Weighted Guided Image Filtering and Haze Removal in Single Image10.1016/j.protcy.2016.05.248 ↗
27. Weighted Guided Image Filtering10.1109/TIP.2014.2371234 ↗
28. Weighted aggregation for guided image filtering10.1007/s11760-019-01579-1 ↗
29. An Improved Canny Edge Detection Algorithm Based on Type-2 Fuzzy Sets10.1016/j.protcy.2012.05.134 ↗
30. Image Edge Detection Method of Combining Wavelet Lift with Canny Operator10.1016/j.proeng.2011.08.247 ↗
31. Liu, C., Shirowzhan, S., Sepasgozar, S.M.E., and Kaboli, A. (2019). Evaluation of Classical Operators and Fuzzy Logic Algorithms for Edge Detection of Panels at Exterior Cladding of Buildings. Buildings, 9.10.3390/buildings9020040 ↗
32. Matched Filtering Algorithm for Pavement Cracking Detection10.3141/2367-04 ↗